Prompt Engineering

Courses

• Google Prompting Essentials - Course - Coursera

Prompts: Prompt Engineering Guide | Prompt Engineering Guide

• Zero Shot Prompts
• Few Shot Prompts
• Decomposition
• Self-criticism
• Context (Additional Information - Top of prompt to allow for caching)
• Ensemble (Group of agents where the same question is asked to agents and the most common answer is taken as the correct one)
• The Prompt Report: Insights from The Most Comprehensive Study of Prompting Ever Done
• GitHub - anthropics/prompt-eng-interactive-tutorial: Anthropic’s Interactive Prompt Engineering Tutorial

Prompt Engineering (Probably Own note)

• Master the Perfect ChatGPT Prompt Formula (in just 8 minutes)! - YouTube
• Huge List of Coding Prompts: Helpful 201+ Best ChatGPT Prompts for Coding [List UPDATED]
• Prompt Engineering Examples and Techniques | Mirascope

Prompt Structure and XML Tags

• Use XML tags to structure your prompts - Anthropic
• XML vs Markdown for high performance tasks - Prompting - OpenAI Developer Community
• GPT-4.1 Prompting Guide
• Structure prompts  |  Generative AI on Vertex AI  |  Google Cloud

Prompt Library

• Generative AI prompt samples  |  Generative AI on Vertex AI  |  Google Cloud

Prompt Roles

• Prompt Roles

Open Source Prompts

• chef/chef-agent/prompts at main · get-convex/chef · GitHub
  • Agent Prompts
• Fabric/data/patterns at main · danielmiessler/Fabric · GitHub
  • Everyday use Prompts
• aider/aider/coders/wholefile_func_prompts.py at main · Aider-AI/aider · GitHub
  • Coding Agent Prompts

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